{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import sys\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'ConfigParser'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-19-b7e76c9a0c7f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mConfigParser\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m#获取config配置文件\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgetConfig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'ConfigParser'"
     ]
    }
   ],
   "source": [
    "# import ConfigParser\n",
    "# import os\n",
    "\n",
    "# #获取config配置文件\n",
    "# def getConfig(section, key):\n",
    "#     config = ConfigParser.ConfigParser()\n",
    "#     path = os.path.split(os.path.realpath(__file__))[0] + '/db.conf'\n",
    "#     config.read(path)\n",
    "#     return config.get(section, key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_stocks=50\n",
    "N_features=5\n",
    "N_T=300\n",
    "\n",
    "\n",
    "\n",
    "#X=np.random.randn(N_stocks,N_features,N_T)\n",
    "# R=np.random.randn(N_stocks,N_T)\n",
    "rand_specific_return_coef=0.01\n",
    "rand_specific_return=np.random.randn(N_stocks,N_T)*rand_specific_return_coef"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.00641525, -0.0066599 ,  0.00286083, ..., -0.00775785,\n",
       "        -0.01310724,  0.00227699],\n",
       "       [-0.0194466 , -0.01749736,  0.0037093 , ...,  0.00428614,\n",
       "         0.01102133,  0.02541192],\n",
       "       [ 0.01435297,  0.00346533,  0.01882881, ...,  0.00163727,\n",
       "         0.0099379 ,  0.00232811],\n",
       "       ...,\n",
       "       [-0.0061353 ,  0.01368013, -0.00588863, ..., -0.02035515,\n",
       "         0.01610971,  0.00438301],\n",
       "       [-0.00159567, -0.0040445 , -0.00470116, ..., -0.00983452,\n",
       "         0.00214556,  0.01410497],\n",
       "       [-0.00597927,  0.00332817, -0.0103202 , ..., -0.00530592,\n",
       "         0.01426126,  0.00137274]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rand_specific_return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def gen_rand(t,dim,mean=0):\n",
    "    import levy_process\n",
    "    import levy_measure\n",
    "    lvy_measure=levy_measure.MertonMeasure(mean=mean, sigma=0.001, lambda_value=0.01)\n",
    "    lvy=levy_process.MertonProcess(volatility=0.01,rate_free=0,t=10,merton_measure=lvy_measure,origin=0)\n",
    "    s={}\n",
    "    for t in range(N_stocks):\n",
    "        x=[0]\n",
    "        for _ in range(N_T-1):\n",
    "            x.append(x[-1]+lvy.next_jump_size())\n",
    "        x=pd.Series(x)\n",
    "        s[t]=x\n",
    "    s=pd.DataFrame(s)\n",
    "    return s\n",
    "\n",
    "\n",
    "signal=[]\n",
    "for u in range(N_features):\n",
    "    s=gen_rand(N_T,N_stocks,mean=0.0001)\n",
    "    from scipy.linalg import eigh, cholesky\n",
    "    rho_temp=0.9\n",
    "    ground_truth_corr_matrix=np.matrix([[1 if i==j else  rho_temp for j in range(N_stocks)]for i in range(N_stocks)])\n",
    "    ground_truth_signal=cholesky(ground_truth_corr_matrix)\n",
    "\n",
    "    signal.append(np.einsum('ij,jk->ik', s.values,ground_truth_signal))\n",
    "X=np.array(signal)\n",
    "# plt.plot(X[3,:,:])\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f07393d7a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f=gen_rand(N_T,N_features,mean=0.0001).values\n",
    "plt.plot(f)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 300, 50)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 50)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "R_noise=np.random.randn(N_T,N_stocks)*0.001"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "R_simulated=pd.DataFrame(np.einsum('ijk,jk->jk', X,f))\n",
    "R=R_simulated.diff()\n",
    "R=R.fillna(0)\n",
    "R=R+R_noise\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "R_cum=R.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f06f4185f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R_simulated.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"./data/simulate_feature.npy\", X)\n",
    "np.save(\"./data/simulate_return.npy\",R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 50)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "R.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "X1=np.load(\"./data/simulate_feature.npy\")\n",
    "R1=np.load(\"./data/simulate_return.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 300, 50)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#(N_T,N_stocks,N_features)\n",
    "X1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300, 50)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#(N_stocks,N_T)\n",
    "R1.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f06f40499e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
